Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 891 |
| Missing cells | 1220 |
| Missing cells (%) | 7.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 413.6 KiB |
| Average record size in memory | 475.3 B |
Variable types
| NUM | 10 |
|---|---|
| CAT | 7 |
| BOOL | 1 |
Reproduction
| Analysis started | 2020-08-03 21:26:07.377885 |
|---|---|
| Analysis finished | 2020-08-03 21:26:34.784501 |
| Duration | 27.41 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Ticket has a high cardinality: 681 distinct values | High cardinality |
Cabin has a high cardinality: 147 distinct values | High cardinality |
AgeNotNull is highly correlated with Age and 3 other fields | High correlation |
Age is highly correlated with AgeNotNull and 3 other fields | High correlation |
AgeFillNa-1 is highly correlated with Age and 2 other fields | High correlation |
AgeFillNaSexMean is highly correlated with Age and 2 other fields | High correlation |
InverseAge is highly correlated with Age and 3 other fields | High correlation |
Age has 177 (19.9%) missing values | Missing |
Cabin has 687 (77.1%) missing values | Missing |
AgeNotNull has 177 (19.9%) missing values | Missing |
InverseAge has 177 (19.9%) missing values | Missing |
Ticket is uniformly distributed | Uniform |
Cabin is uniformly distributed | Uniform |
PassengerId has unique values | Unique |
Name has unique values | Unique |
SibSp has 608 (68.2%) zeros | Zeros |
Parch has 678 (76.1%) zeros | Zeros |
Fare has 15 (1.7%) zeros | Zeros |
Relatives has 537 (60.3%) zeros | Zeros |
| Distinct count | 891 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 446.0 |
|---|---|
| Minimum | 1 |
| Maximum | 891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 45.5 |
| Q1 | 223.5 |
| median | 446 |
| Q3 | 668.5 |
| 95-th percentile | 846.5 |
| Maximum | 891 |
| Range | 890 |
| Interquartile range (IQR) | 445 |
Descriptive statistics
| Standard deviation | 257.353842 |
|---|---|
| Coefficient of variation (CV) | 0.5770265516 |
| Kurtosis | -1.2 |
| Mean | 446 |
| Median Absolute Deviation (MAD) | 223 |
| Skewness | 0 |
| Sum | 397386 |
| Variance | 66231 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 891 | 1 | 0.1% | |
| 293 | 1 | 0.1% | |
| 304 | 1 | 0.1% | |
| 303 | 1 | 0.1% | |
| 302 | 1 | 0.1% | |
| 301 | 1 | 0.1% | |
| 300 | 1 | 0.1% | |
| 299 | 1 | 0.1% | |
| 298 | 1 | 0.1% | |
| 297 | 1 | 0.1% | |
| 296 | 1 | 0.1% | |
| 295 | 1 | 0.1% | |
| 294 | 1 | 0.1% | |
| 292 | 1 | 0.1% | |
| 306 | 1 | 0.1% | |
| 291 | 1 | 0.1% | |
| 290 | 1 | 0.1% | |
| 289 | 1 | 0.1% | |
| 288 | 1 | 0.1% | |
| 287 | 1 | 0.1% | |
| 286 | 1 | 0.1% | |
| 285 | 1 | 0.1% | |
| 284 | 1 | 0.1% | |
| 283 | 1 | 0.1% | |
| 282 | 1 | 0.1% | |
| Other values (866) | 866 | 97.2% |
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 3 | 1 | 0.1% | |
| 4 | 1 | 0.1% | |
| 5 | 1 | 0.1% | |
| 6 | 1 | 0.1% | |
| 7 | 1 | 0.1% | |
| 8 | 1 | 0.1% | |
| 9 | 1 | 0.1% | |
| 10 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 891 | 1 | 0.1% | |
| 890 | 1 | 0.1% | |
| 889 | 1 | 0.1% | |
| 888 | 1 | 0.1% | |
| 887 | 1 | 0.1% | |
| 886 | 1 | 0.1% | |
| 885 | 1 | 0.1% | |
| 884 | 1 | 0.1% | |
| 883 | 1 | 0.1% | |
| 882 | 1 | 0.1% |
Survived
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 549 | 61.6% | |
| 1 | 342 | 38.4% |
Pclass
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 3 | |
|---|---|
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 3 | 491 | 55.1% | |
| 1 | 216 | 24.2% | |
| 2 | 184 | 20.7% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3 | 491 | 55.1% | |
| 1 | 216 | 24.2% | |
| 2 | 184 | 20.7% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 891 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 491 | 55.1% | |
| 1 | 216 | 24.2% | |
| 2 | 184 | 20.7% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 891 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 491 | 55.1% | |
| 1 | 216 | 24.2% | |
| 2 | 184 | 20.7% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 891 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3 | 491 | 55.1% | |
| 1 | 216 | 24.2% | |
| 2 | 184 | 20.7% |
| Distinct count | 891 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| Ivanoff, Mr. Kanio | 1 |
|---|---|
| Bengtsson, Mr. John Viktor | 1 |
| Johnson, Mr. William Cahoone Jr | 1 |
| Madigan, Miss. Margaret "Maggie" | 1 |
| Andersson, Mr. Anders Johan | 1 |
| Other values (886) |
| Value | Count | Frequency (%) | |
| Ivanoff, Mr. Kanio | 1 | 0.1% | |
| Bengtsson, Mr. John Viktor | 1 | 0.1% | |
| Johnson, Mr. William Cahoone Jr | 1 | 0.1% | |
| Madigan, Miss. Margaret "Maggie" | 1 | 0.1% | |
| Andersson, Mr. Anders Johan | 1 | 0.1% | |
| Ryerson, Miss. Emily Borie | 1 | 0.1% | |
| Davies, Mr. Alfred J | 1 | 0.1% | |
| Harris, Mr. Henry Birkhardt | 1 | 0.1% | |
| Flynn, Mr. John Irwin ("Irving") | 1 | 0.1% | |
| Novel, Mr. Mansouer | 1 | 0.1% | |
| Laroche, Miss. Simonne Marie Anne Andree | 1 | 0.1% | |
| McCormack, Mr. Thomas Joseph | 1 | 0.1% | |
| Hoyt, Mr. Frederick Maxfield | 1 | 0.1% | |
| Foreman, Mr. Benjamin Laventall | 1 | 0.1% | |
| Pasic, Mr. Jakob | 1 | 0.1% | |
| Silven, Miss. Lyyli Karoliina | 1 | 0.1% | |
| Davis, Miss. Mary | 1 | 0.1% | |
| Dahl, Mr. Karl Edwart | 1 | 0.1% | |
| Chibnall, Mrs. (Edith Martha Bowerman) | 1 | 0.1% | |
| Penasco y Castellana, Mr. Victor de Satode | 1 | 0.1% | |
| Keane, Miss. Nora A | 1 | 0.1% | |
| Karaic, Mr. Milan | 1 | 0.1% | |
| Touma, Mrs. Darwis (Hanne Youssef Razi) | 1 | 0.1% | |
| Peduzzi, Mr. Joseph | 1 | 0.1% | |
| Hansen, Mr. Henrik Juul | 1 | 0.1% | |
| Other values (866) | 866 | 97.2% |
Length
| Max length | 82 |
|---|---|
| Median length | 25 |
| Mean length | 26.96520763 |
| Min length | 12 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 2735 | 11.4% | ||
| r | 1958 | 8.1% | |
| e | 1703 | 7.1% | |
| a | 1657 | 6.9% | |
| i | 1325 | 5.5% | |
| n | 1304 | 5.4% | |
| s | 1297 | 5.4% | |
| M | 1128 | 4.7% | |
| l | 1067 | 4.4% | |
| o | 1008 | 4.2% | |
| . | 892 | 3.7% | |
| , | 891 | 3.7% | |
| t | 667 | 2.8% | |
| h | 517 | 2.2% | |
| d | 485 | 2.0% | |
| m | 386 | 1.6% | |
| u | 341 | 1.4% | |
| c | 284 | 1.2% | |
| y | 251 | 1.0% | |
| A | 250 | 1.0% | |
| g | 235 | 1.0% | |
| k | 219 | 0.9% | |
| J | 215 | 0.9% | |
| H | 203 | 0.8% | |
| S | 180 | 0.7% | |
| Other values (35) | 2828 | 11.8% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 15446 | 64.3% | |
| Uppercase Letter | 3645 | 15.2% | |
| Space Separator | 2735 | 11.4% | |
| Other Punctuation | 1899 | 7.9% | |
| Open Punctuation | 144 | 0.6% | |
| Close Punctuation | 144 | 0.6% | |
| Dash Punctuation | 13 | 0.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| M | 1128 | 30.9% | |
| A | 250 | 6.9% | |
| J | 215 | 5.9% | |
| H | 203 | 5.6% | |
| S | 180 | 4.9% | |
| C | 172 | 4.7% | |
| E | 166 | 4.6% | |
| W | 143 | 3.9% | |
| B | 140 | 3.8% | |
| L | 129 | 3.5% | |
| G | 114 | 3.1% | |
| R | 112 | 3.1% | |
| P | 110 | 3.0% | |
| F | 103 | 2.8% | |
| D | 99 | 2.7% | |
| T | 86 | 2.4% | |
| K | 72 | 2.0% | |
| N | 70 | 1.9% | |
| O | 45 | 1.2% | |
| V | 44 | 1.2% | |
| I | 34 | 0.9% | |
| Y | 13 | 0.4% | |
| Z | 7 | 0.2% | |
| U | 5 | 0.1% | |
| Q | 5 | 0.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| r | 1958 | 12.7% | |
| e | 1703 | 11.0% | |
| a | 1657 | 10.7% | |
| i | 1325 | 8.6% | |
| n | 1304 | 8.4% | |
| s | 1297 | 8.4% | |
| l | 1067 | 6.9% | |
| o | 1008 | 6.5% | |
| t | 667 | 4.3% | |
| h | 517 | 3.3% | |
| d | 485 | 3.1% | |
| m | 386 | 2.5% | |
| u | 341 | 2.2% | |
| c | 284 | 1.8% | |
| y | 251 | 1.6% | |
| g | 235 | 1.5% | |
| k | 219 | 1.4% | |
| b | 167 | 1.1% | |
| f | 159 | 1.0% | |
| v | 124 | 0.8% | |
| w | 99 | 0.6% | |
| p | 89 | 0.6% | |
| z | 44 | 0.3% | |
| j | 30 | 0.2% | |
| x | 25 | 0.2% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 892 | 47.0% | |
| , | 891 | 46.9% | |
| " | 106 | 5.6% | |
| ' | 9 | 0.5% | |
| / | 1 | 0.1% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 2735 | 100.0% |
Most frequent Open Punctuation characters
| Value | Count | Frequency (%) | |
| ( | 144 | 100.0% |
Most frequent Close Punctuation characters
| Value | Count | Frequency (%) | |
| ) | 144 | 100.0% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 13 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 19091 | 79.5% | |
| Common | 4935 | 20.5% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| r | 1958 | 10.3% | |
| e | 1703 | 8.9% | |
| a | 1657 | 8.7% | |
| i | 1325 | 6.9% | |
| n | 1304 | 6.8% | |
| s | 1297 | 6.8% | |
| M | 1128 | 5.9% | |
| l | 1067 | 5.6% | |
| o | 1008 | 5.3% | |
| t | 667 | 3.5% | |
| h | 517 | 2.7% | |
| d | 485 | 2.5% | |
| m | 386 | 2.0% | |
| u | 341 | 1.8% | |
| c | 284 | 1.5% | |
| y | 251 | 1.3% | |
| A | 250 | 1.3% | |
| g | 235 | 1.2% | |
| k | 219 | 1.1% | |
| J | 215 | 1.1% | |
| H | 203 | 1.1% | |
| S | 180 | 0.9% | |
| C | 172 | 0.9% | |
| b | 167 | 0.9% | |
| E | 166 | 0.9% | |
| Other values (26) | 1906 | 10.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2735 | 55.4% | ||
| . | 892 | 18.1% | |
| , | 891 | 18.1% | |
| ( | 144 | 2.9% | |
| ) | 144 | 2.9% | |
| " | 106 | 2.1% | |
| - | 13 | 0.3% | |
| ' | 9 | 0.2% | |
| / | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 24026 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 2735 | 11.4% | ||
| r | 1958 | 8.1% | |
| e | 1703 | 7.1% | |
| a | 1657 | 6.9% | |
| i | 1325 | 5.5% | |
| n | 1304 | 5.4% | |
| s | 1297 | 5.4% | |
| M | 1128 | 4.7% | |
| l | 1067 | 4.4% | |
| o | 1008 | 4.2% | |
| . | 892 | 3.7% | |
| , | 891 | 3.7% | |
| t | 667 | 2.8% | |
| h | 517 | 2.2% | |
| d | 485 | 2.0% | |
| m | 386 | 1.6% | |
| u | 341 | 1.4% | |
| c | 284 | 1.2% | |
| y | 251 | 1.0% | |
| A | 250 | 1.0% | |
| g | 235 | 1.0% | |
| k | 219 | 0.9% | |
| J | 215 | 0.9% | |
| H | 203 | 0.8% | |
| S | 180 | 0.7% | |
| Other values (35) | 2828 | 11.8% |
Sex
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| male | |
|---|---|
| female |
| Value | Count | Frequency (%) | |
| male | 577 | 64.8% | |
| female | 314 | 35.2% |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.704826038 |
| Min length | 4 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 1205 | 28.7% | |
| m | 891 | 21.3% | |
| a | 891 | 21.3% | |
| l | 891 | 21.3% | |
| f | 314 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 4192 | 100.0% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 1205 | 28.7% | |
| m | 891 | 21.3% | |
| a | 891 | 21.3% | |
| l | 891 | 21.3% | |
| f | 314 | 7.5% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 4192 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 1205 | 28.7% | |
| m | 891 | 21.3% | |
| a | 891 | 21.3% | |
| l | 891 | 21.3% | |
| f | 314 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 4192 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 1205 | 28.7% | |
| m | 891 | 21.3% | |
| a | 891 | 21.3% | |
| l | 891 | 21.3% | |
| f | 314 | 7.5% |
| Distinct count | 88 |
|---|---|
| Unique (%) | 12.3% |
| Missing | 177 |
| Missing (%) | 19.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.69911764705882 |
|---|---|
| Minimum | 0.42 |
| Maximum | 80.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 20.125 |
| median | 28 |
| Q3 | 38 |
| 95-th percentile | 56 |
| Maximum | 80 |
| Range | 79.58 |
| Interquartile range (IQR) | 17.875 |
Descriptive statistics
| Standard deviation | 14.52649733 |
|---|---|
| Coefficient of variation (CV) | 0.4891221855 |
| Kurtosis | 0.1782741536 |
| Mean | 29.69911765 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.3891077823 |
| Sum | 21205.17 |
| Variance | 211.0191247 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 24 | 30 | 3.4% | |
| 22 | 27 | 3.0% | |
| 18 | 26 | 2.9% | |
| 28 | 25 | 2.8% | |
| 19 | 25 | 2.8% | |
| 30 | 25 | 2.8% | |
| 21 | 24 | 2.7% | |
| 25 | 23 | 2.6% | |
| 36 | 22 | 2.5% | |
| 29 | 20 | 2.2% | |
| 32 | 18 | 2.0% | |
| 26 | 18 | 2.0% | |
| 35 | 18 | 2.0% | |
| 27 | 18 | 2.0% | |
| 16 | 17 | 1.9% | |
| 31 | 17 | 1.9% | |
| 34 | 15 | 1.7% | |
| 23 | 15 | 1.7% | |
| 33 | 15 | 1.7% | |
| 20 | 15 | 1.7% | |
| 39 | 14 | 1.6% | |
| 17 | 13 | 1.5% | |
| 42 | 13 | 1.5% | |
| 40 | 13 | 1.5% | |
| 45 | 12 | 1.3% | |
| Other values (63) | 236 | 26.5% | |
| (Missing) | 177 | 19.9% |
| Value | Count | Frequency (%) | |
| 0.42 | 1 | 0.1% | |
| 0.67 | 1 | 0.1% | |
| 0.75 | 2 | 0.2% | |
| 0.83 | 2 | 0.2% | |
| 0.92 | 1 | 0.1% | |
| 1 | 7 | 0.8% | |
| 2 | 10 | 1.1% | |
| 3 | 6 | 0.7% | |
| 4 | 10 | 1.1% | |
| 5 | 4 | 0.4% |
| Value | Count | Frequency (%) | |
| 80 | 1 | 0.1% | |
| 74 | 1 | 0.1% | |
| 71 | 2 | 0.2% | |
| 70.5 | 1 | 0.1% | |
| 70 | 2 | 0.2% | |
| 66 | 1 | 0.1% | |
| 65 | 3 | 0.3% | |
| 64 | 2 | 0.2% | |
| 63 | 2 | 0.2% | |
| 62 | 4 | 0.4% |
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5230078563411896 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros | 608 |
| Zeros (%) | 68.2% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.102743432 |
|---|---|
| Coefficient of variation (CV) | 2.108464374 |
| Kurtosis | 17.88041973 |
| Mean | 0.5230078563 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.695351727 |
| Sum | 466 |
| Variance | 1.216043077 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 608 | 68.2% | |
| 1 | 209 | 23.5% | |
| 2 | 28 | 3.1% | |
| 4 | 18 | 2.0% | |
| 3 | 16 | 1.8% | |
| 8 | 7 | 0.8% | |
| 5 | 5 | 0.6% |
| Value | Count | Frequency (%) | |
| 0 | 608 | 68.2% | |
| 1 | 209 | 23.5% | |
| 2 | 28 | 3.1% | |
| 3 | 16 | 1.8% | |
| 4 | 18 | 2.0% | |
| 5 | 5 | 0.6% | |
| 8 | 7 | 0.8% |
| Value | Count | Frequency (%) | |
| 8 | 7 | 0.8% | |
| 5 | 5 | 0.6% | |
| 4 | 18 | 2.0% | |
| 3 | 16 | 1.8% | |
| 2 | 28 | 3.1% | |
| 1 | 209 | 23.5% | |
| 0 | 608 | 68.2% |
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.38159371492704824 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 678 |
| Zeros (%) | 76.1% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8060572211 |
|---|---|
| Coefficient of variation (CV) | 2.112344071 |
| Kurtosis | 9.778125179 |
| Mean | 0.3815937149 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.749117047 |
| Sum | 340 |
| Variance | 0.6497282437 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 678 | 76.1% | |
| 1 | 118 | 13.2% | |
| 2 | 80 | 9.0% | |
| 5 | 5 | 0.6% | |
| 3 | 5 | 0.6% | |
| 4 | 4 | 0.4% | |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 678 | 76.1% | |
| 1 | 118 | 13.2% | |
| 2 | 80 | 9.0% | |
| 3 | 5 | 0.6% | |
| 4 | 4 | 0.4% | |
| 5 | 5 | 0.6% | |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 6 | 1 | 0.1% | |
| 5 | 5 | 0.6% | |
| 4 | 4 | 0.4% | |
| 3 | 5 | 0.6% | |
| 2 | 80 | 9.0% | |
| 1 | 118 | 13.2% | |
| 0 | 678 | 76.1% |
| Distinct count | 681 |
|---|---|
| Unique (%) | 76.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 1601 | 7 |
|---|---|
| 347082 | 7 |
| CA. 2343 | 7 |
| 3101295 | 6 |
| CA 2144 | 6 |
| Other values (676) |
| Value | Count | Frequency (%) | |
| 1601 | 7 | 0.8% | |
| 347082 | 7 | 0.8% | |
| CA. 2343 | 7 | 0.8% | |
| 3101295 | 6 | 0.7% | |
| CA 2144 | 6 | 0.7% | |
| 347088 | 6 | 0.7% | |
| 382652 | 5 | 0.6% | |
| S.O.C. 14879 | 5 | 0.6% | |
| 347077 | 4 | 0.4% | |
| 113781 | 4 | 0.4% | |
| 2666 | 4 | 0.4% | |
| 113760 | 4 | 0.4% | |
| PC 17757 | 4 | 0.4% | |
| 19950 | 4 | 0.4% | |
| W./C. 6608 | 4 | 0.4% | |
| 349909 | 4 | 0.4% | |
| LINE | 4 | 0.4% | |
| 17421 | 4 | 0.4% | |
| 4133 | 4 | 0.4% | |
| 110152 | 3 | 0.3% | |
| 230080 | 3 | 0.3% | |
| SC/Paris 2123 | 3 | 0.3% | |
| 345773 | 3 | 0.3% | |
| 29106 | 3 | 0.3% | |
| 363291 | 3 | 0.3% | |
| Other values (656) | 780 | 87.5% |
Length
| Max length | 18 |
|---|---|
| Median length | 6 |
| Mean length | 6.750841751 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3 | 746 | 12.4% | |
| 1 | 689 | 11.5% | |
| 2 | 594 | 9.9% | |
| 7 | 490 | 8.1% | |
| 4 | 464 | 7.7% | |
| 6 | 422 | 7.0% | |
| 0 | 406 | 6.7% | |
| 5 | 387 | 6.4% | |
| 9 | 328 | 5.5% | |
| 8 | 282 | 4.7% | |
| 239 | 4.0% | ||
| . | 197 | 3.3% | |
| C | 151 | 2.5% | |
| O | 100 | 1.7% | |
| / | 98 | 1.6% | |
| P | 98 | 1.6% | |
| A | 82 | 1.4% | |
| S | 74 | 1.2% | |
| N | 40 | 0.7% | |
| T | 36 | 0.6% | |
| W | 16 | 0.3% | |
| Q | 15 | 0.2% | |
| I | 11 | 0.2% | |
| E | 7 | 0.1% | |
| R | 7 | 0.1% | |
| Other values (10) | 36 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 4808 | 79.9% | |
| Uppercase Letter | 652 | 10.8% | |
| Other Punctuation | 295 | 4.9% | |
| Space Separator | 239 | 4.0% | |
| Lowercase Letter | 21 | 0.3% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| C | 151 | 23.2% | |
| O | 100 | 15.3% | |
| P | 98 | 15.0% | |
| A | 82 | 12.6% | |
| S | 74 | 11.3% | |
| N | 40 | 6.1% | |
| T | 36 | 5.5% | |
| W | 16 | 2.5% | |
| Q | 15 | 2.3% | |
| I | 11 | 1.7% | |
| E | 7 | 1.1% | |
| R | 7 | 1.1% | |
| F | 7 | 1.1% | |
| L | 4 | 0.6% | |
| H | 3 | 0.5% | |
| B | 1 | 0.2% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| . | 197 | 66.8% | |
| / | 98 | 33.2% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 746 | 15.5% | |
| 1 | 689 | 14.3% | |
| 2 | 594 | 12.4% | |
| 7 | 490 | 10.2% | |
| 4 | 464 | 9.7% | |
| 6 | 422 | 8.8% | |
| 0 | 406 | 8.4% | |
| 5 | 387 | 8.0% | |
| 9 | 328 | 6.8% | |
| 8 | 282 | 5.9% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 239 | 100.0% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| a | 6 | 28.6% | |
| s | 5 | 23.8% | |
| r | 4 | 19.0% | |
| i | 4 | 19.0% | |
| l | 1 | 4.8% | |
| e | 1 | 4.8% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 5342 | 88.8% | |
| Latin | 673 | 11.2% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| C | 151 | 22.4% | |
| O | 100 | 14.9% | |
| P | 98 | 14.6% | |
| A | 82 | 12.2% | |
| S | 74 | 11.0% | |
| N | 40 | 5.9% | |
| T | 36 | 5.3% | |
| W | 16 | 2.4% | |
| Q | 15 | 2.2% | |
| I | 11 | 1.6% | |
| E | 7 | 1.0% | |
| R | 7 | 1.0% | |
| F | 7 | 1.0% | |
| a | 6 | 0.9% | |
| s | 5 | 0.7% | |
| r | 4 | 0.6% | |
| i | 4 | 0.6% | |
| L | 4 | 0.6% | |
| H | 3 | 0.4% | |
| B | 1 | 0.1% | |
| l | 1 | 0.1% | |
| e | 1 | 0.1% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 746 | 14.0% | |
| 1 | 689 | 12.9% | |
| 2 | 594 | 11.1% | |
| 7 | 490 | 9.2% | |
| 4 | 464 | 8.7% | |
| 6 | 422 | 7.9% | |
| 0 | 406 | 7.6% | |
| 5 | 387 | 7.2% | |
| 9 | 328 | 6.1% | |
| 8 | 282 | 5.3% | |
| 239 | 4.5% | ||
| . | 197 | 3.7% | |
| / | 98 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 6015 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3 | 746 | 12.4% | |
| 1 | 689 | 11.5% | |
| 2 | 594 | 9.9% | |
| 7 | 490 | 8.1% | |
| 4 | 464 | 7.7% | |
| 6 | 422 | 7.0% | |
| 0 | 406 | 6.7% | |
| 5 | 387 | 6.4% | |
| 9 | 328 | 5.5% | |
| 8 | 282 | 4.7% | |
| 239 | 4.0% | ||
| . | 197 | 3.3% | |
| C | 151 | 2.5% | |
| O | 100 | 1.7% | |
| / | 98 | 1.6% | |
| P | 98 | 1.6% | |
| A | 82 | 1.4% | |
| S | 74 | 1.2% | |
| N | 40 | 0.7% | |
| T | 36 | 0.6% | |
| W | 16 | 0.3% | |
| Q | 15 | 0.2% | |
| I | 11 | 0.2% | |
| E | 7 | 0.1% | |
| R | 7 | 0.1% | |
| Other values (10) | 36 | 0.6% |
| Distinct count | 248 |
|---|---|
| Unique (%) | 27.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.204207968574636 |
|---|---|
| Minimum | 0.0 |
| Maximum | 512.3292 |
| Zeros | 15 |
| Zeros (%) | 1.7% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.225 |
| Q1 | 7.9104 |
| median | 14.4542 |
| Q3 | 31 |
| 95-th percentile | 112.07915 |
| Maximum | 512.3292 |
| Range | 512.3292 |
| Interquartile range (IQR) | 23.0896 |
Descriptive statistics
| Standard deviation | 49.6934286 |
|---|---|
| Coefficient of variation (CV) | 1.543072528 |
| Kurtosis | 33.39814088 |
| Mean | 32.20420797 |
| Median Absolute Deviation (MAD) | 6.9042 |
| Skewness | 4.78731652 |
| Sum | 28693.9493 |
| Variance | 2469.436846 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 8.05 | 43 | 4.8% | |
| 13 | 42 | 4.7% | |
| 7.8958 | 38 | 4.3% | |
| 7.75 | 34 | 3.8% | |
| 26 | 31 | 3.5% | |
| 10.5 | 24 | 2.7% | |
| 7.925 | 18 | 2.0% | |
| 7.775 | 16 | 1.8% | |
| 26.55 | 15 | 1.7% | |
| 0 | 15 | 1.7% | |
| 7.2292 | 15 | 1.7% | |
| 7.8542 | 13 | 1.5% | |
| 8.6625 | 13 | 1.5% | |
| 7.25 | 13 | 1.5% | |
| 7.225 | 12 | 1.3% | |
| 16.1 | 9 | 1.0% | |
| 9.5 | 9 | 1.0% | |
| 24.15 | 8 | 0.9% | |
| 15.5 | 8 | 0.9% | |
| 56.4958 | 7 | 0.8% | |
| 52 | 7 | 0.8% | |
| 14.5 | 7 | 0.8% | |
| 14.4542 | 7 | 0.8% | |
| 69.55 | 7 | 0.8% | |
| 7.05 | 7 | 0.8% | |
| Other values (223) | 473 | 53.1% |
| Value | Count | Frequency (%) | |
| 0 | 15 | 1.7% | |
| 4.0125 | 1 | 0.1% | |
| 5 | 1 | 0.1% | |
| 6.2375 | 1 | 0.1% | |
| 6.4375 | 1 | 0.1% | |
| 6.45 | 1 | 0.1% | |
| 6.4958 | 2 | 0.2% | |
| 6.75 | 2 | 0.2% | |
| 6.8583 | 1 | 0.1% | |
| 6.95 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 512.3292 | 3 | 0.3% | |
| 263 | 4 | 0.4% | |
| 262.375 | 2 | 0.2% | |
| 247.5208 | 2 | 0.2% | |
| 227.525 | 4 | 0.4% | |
| 221.7792 | 1 | 0.1% | |
| 211.5 | 1 | 0.1% | |
| 211.3375 | 3 | 0.3% | |
| 164.8667 | 2 | 0.2% | |
| 153.4625 | 3 | 0.3% |
| Distinct count | 147 |
|---|---|
| Unique (%) | 72.1% |
| Missing | 687 |
| Missing (%) | 77.1% |
| Memory size | 7.1 KiB |
| C23 C25 C27 | 4 |
|---|---|
| B96 B98 | 4 |
| G6 | 4 |
| F2 | 3 |
| C22 C26 | 3 |
| Other values (142) |
| Value | Count | Frequency (%) | |
| C23 C25 C27 | 4 | 0.4% | |
| B96 B98 | 4 | 0.4% | |
| G6 | 4 | 0.4% | |
| F2 | 3 | 0.3% | |
| C22 C26 | 3 | 0.3% | |
| E101 | 3 | 0.3% | |
| F33 | 3 | 0.3% | |
| D | 3 | 0.3% | |
| C52 | 2 | 0.2% | |
| F G73 | 2 | 0.2% | |
| C65 | 2 | 0.2% | |
| D33 | 2 | 0.2% | |
| B57 B59 B63 B66 | 2 | 0.2% | |
| E8 | 2 | 0.2% | |
| C92 | 2 | 0.2% | |
| B5 | 2 | 0.2% | |
| C93 | 2 | 0.2% | |
| D36 | 2 | 0.2% | |
| B51 B53 B55 | 2 | 0.2% | |
| D26 | 2 | 0.2% | |
| C126 | 2 | 0.2% | |
| B58 B60 | 2 | 0.2% | |
| C123 | 2 | 0.2% | |
| B77 | 2 | 0.2% | |
| E24 | 2 | 0.2% | |
| Other values (122) | 143 | 16.0% | |
| (Missing) | 687 | 77.1% |
Length
| Max length | 15 |
|---|---|
| Median length | 3 |
| Mean length | 3.134680135 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| n | 1374 | 49.2% | |
| a | 687 | 24.6% | |
| 2 | 72 | 2.6% | |
| C | 71 | 2.5% | |
| B | 64 | 2.3% | |
| 1 | 61 | 2.2% | |
| 3 | 59 | 2.1% | |
| 6 | 51 | 1.8% | |
| 5 | 45 | 1.6% | |
| 8 | 37 | 1.3% | |
| 4 | 37 | 1.3% | |
| D | 34 | 1.2% | |
| 34 | 1.2% | ||
| 7 | 34 | 1.2% | |
| E | 33 | 1.2% | |
| 9 | 33 | 1.2% | |
| 0 | 31 | 1.1% | |
| A | 15 | 0.5% | |
| F | 13 | 0.5% | |
| G | 7 | 0.3% | |
| T | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 2061 | 73.8% | |
| Decimal Number | 460 | 16.5% | |
| Uppercase Letter | 238 | 8.5% | |
| Space Separator | 34 | 1.2% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| n | 1374 | 66.7% | |
| a | 687 | 33.3% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| C | 71 | 29.8% | |
| B | 64 | 26.9% | |
| D | 34 | 14.3% | |
| E | 33 | 13.9% | |
| A | 15 | 6.3% | |
| F | 13 | 5.5% | |
| G | 7 | 2.9% | |
| T | 1 | 0.4% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 72 | 15.7% | |
| 1 | 61 | 13.3% | |
| 3 | 59 | 12.8% | |
| 6 | 51 | 11.1% | |
| 5 | 45 | 9.8% | |
| 8 | 37 | 8.0% | |
| 4 | 37 | 8.0% | |
| 7 | 34 | 7.4% | |
| 9 | 33 | 7.2% | |
| 0 | 31 | 6.7% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 34 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 2299 | 82.3% | |
| Common | 494 | 17.7% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| n | 1374 | 59.8% | |
| a | 687 | 29.9% | |
| C | 71 | 3.1% | |
| B | 64 | 2.8% | |
| D | 34 | 1.5% | |
| E | 33 | 1.4% | |
| A | 15 | 0.7% | |
| F | 13 | 0.6% | |
| G | 7 | 0.3% | |
| T | 1 | < 0.1% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2 | 72 | 14.6% | |
| 1 | 61 | 12.3% | |
| 3 | 59 | 11.9% | |
| 6 | 51 | 10.3% | |
| 5 | 45 | 9.1% | |
| 8 | 37 | 7.5% | |
| 4 | 37 | 7.5% | |
| 34 | 6.9% | ||
| 7 | 34 | 6.9% | |
| 9 | 33 | 6.7% | |
| 0 | 31 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 2793 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| n | 1374 | 49.2% | |
| a | 687 | 24.6% | |
| 2 | 72 | 2.6% | |
| C | 71 | 2.5% | |
| B | 64 | 2.3% | |
| 1 | 61 | 2.2% | |
| 3 | 59 | 2.1% | |
| 6 | 51 | 1.8% | |
| 5 | 45 | 1.6% | |
| 8 | 37 | 1.3% | |
| 4 | 37 | 1.3% | |
| D | 34 | 1.2% | |
| 34 | 1.2% | ||
| 7 | 34 | 1.2% | |
| E | 33 | 1.2% | |
| 9 | 33 | 1.2% | |
| 0 | 31 | 1.1% | |
| A | 15 | 0.5% | |
| F | 13 | 0.5% | |
| G | 7 | 0.3% | |
| T | 1 | < 0.1% |
Embarked
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 2 |
| Missing (%) | 0.2% |
| Memory size | 7.1 KiB |
| S | |
|---|---|
| C | |
| Q | 77 |
| Value | Count | Frequency (%) | |
| S | 644 | 72.3% | |
| C | 168 | 18.9% | |
| Q | 77 | 8.6% | |
| (Missing) | 2 | 0.2% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.004489338 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| S | 644 | 72.0% | |
| C | 168 | 18.8% | |
| Q | 77 | 8.6% | |
| n | 4 | 0.4% | |
| a | 2 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Uppercase Letter | 889 | 99.3% | |
| Lowercase Letter | 6 | 0.7% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| S | 644 | 72.4% | |
| C | 168 | 18.9% | |
| Q | 77 | 8.7% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| n | 4 | 66.7% | |
| a | 2 | 33.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 895 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| S | 644 | 72.0% | |
| C | 168 | 18.8% | |
| Q | 77 | 8.6% | |
| n | 4 | 0.4% | |
| a | 2 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 895 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| S | 644 | 72.0% | |
| C | 168 | 18.8% | |
| Q | 77 | 8.6% | |
| n | 4 | 0.4% | |
| a | 2 | 0.2% |
| Distinct count | 9 |
|---|---|
| Unique (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9046015712682379 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros | 537 |
| Zeros (%) | 60.3% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 5 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.613458541 |
|---|---|
| Coefficient of variation (CV) | 1.783612358 |
| Kurtosis | 9.15966597 |
| Mean | 0.9046015713 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.727441474 |
| Sum | 806 |
| Variance | 2.603248465 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 537 | 60.3% | |
| 1 | 161 | 18.1% | |
| 2 | 102 | 11.4% | |
| 3 | 29 | 3.3% | |
| 5 | 22 | 2.5% | |
| 4 | 15 | 1.7% | |
| 6 | 12 | 1.3% | |
| 10 | 7 | 0.8% | |
| 7 | 6 | 0.7% |
| Value | Count | Frequency (%) | |
| 0 | 537 | 60.3% | |
| 1 | 161 | 18.1% | |
| 2 | 102 | 11.4% | |
| 3 | 29 | 3.3% | |
| 4 | 15 | 1.7% | |
| 5 | 22 | 2.5% | |
| 6 | 12 | 1.3% | |
| 7 | 6 | 0.7% | |
| 10 | 7 | 0.8% |
| Value | Count | Frequency (%) | |
| 10 | 7 | 0.8% | |
| 7 | 6 | 0.7% | |
| 6 | 12 | 1.3% | |
| 5 | 22 | 2.5% | |
| 4 | 15 | 1.7% | |
| 3 | 29 | 3.3% | |
| 2 | 102 | 11.4% | |
| 1 | 161 | 18.1% | |
| 0 | 537 | 60.3% |
AgeRange
Categorical
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| adulto | |
|---|---|
| nada | |
| criança | 62 |
| adolescente | 51 |
| idoso | 11 |
| Value | Count | Frequency (%) | |
| adulto | 590 | 66.2% | |
| nada | 177 | 19.9% | |
| criança | 62 | 7.0% | |
| adolescente | 51 | 5.7% | |
| idoso | 11 | 1.2% |
Length
| Max length | 11 |
|---|---|
| Median length | 6 |
| Mean length | 5.946127946 |
| Min length | 4 |
Most occurring characters
| Value | Count | Frequency (%) | |
| a | 1119 | 21.1% | |
| d | 829 | 15.6% | |
| o | 663 | 12.5% | |
| l | 641 | 12.1% | |
| t | 641 | 12.1% | |
| u | 590 | 11.1% | |
| n | 290 | 5.5% | |
| e | 153 | 2.9% | |
| c | 113 | 2.1% | |
| i | 73 | 1.4% | |
| r | 62 | 1.2% | |
| ç | 62 | 1.2% | |
| s | 62 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 5298 | 100.0% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| a | 1119 | 21.1% | |
| d | 829 | 15.6% | |
| o | 663 | 12.5% | |
| l | 641 | 12.1% | |
| t | 641 | 12.1% | |
| u | 590 | 11.1% | |
| n | 290 | 5.5% | |
| e | 153 | 2.9% | |
| c | 113 | 2.1% | |
| i | 73 | 1.4% | |
| r | 62 | 1.2% | |
| ç | 62 | 1.2% | |
| s | 62 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 5298 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| a | 1119 | 21.1% | |
| d | 829 | 15.6% | |
| o | 663 | 12.5% | |
| l | 641 | 12.1% | |
| t | 641 | 12.1% | |
| u | 590 | 11.1% | |
| n | 290 | 5.5% | |
| e | 153 | 2.9% | |
| c | 113 | 2.1% | |
| i | 73 | 1.4% | |
| r | 62 | 1.2% | |
| ç | 62 | 1.2% | |
| s | 62 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 5236 | 98.8% | |
| None | 62 | 1.2% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| a | 1119 | 21.4% | |
| d | 829 | 15.8% | |
| o | 663 | 12.7% | |
| l | 641 | 12.2% | |
| t | 641 | 12.2% | |
| u | 590 | 11.3% | |
| n | 290 | 5.5% | |
| e | 153 | 2.9% | |
| c | 113 | 2.2% | |
| i | 73 | 1.4% | |
| r | 62 | 1.2% | |
| s | 62 | 1.2% |
Most frequent None characters
| Value | Count | Frequency (%) | |
| ç | 62 | 100.0% |
| Distinct count | 88 |
|---|---|
| Unique (%) | 12.3% |
| Missing | 177 |
| Missing (%) | 19.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.69911764705882 |
|---|---|
| Minimum | 0.42 |
| Maximum | 80.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 20.125 |
| median | 28 |
| Q3 | 38 |
| 95-th percentile | 56 |
| Maximum | 80 |
| Range | 79.58 |
| Interquartile range (IQR) | 17.875 |
Descriptive statistics
| Standard deviation | 14.52649733 |
|---|---|
| Coefficient of variation (CV) | 0.4891221855 |
| Kurtosis | 0.1782741536 |
| Mean | 29.69911765 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.3891077823 |
| Sum | 21205.17 |
| Variance | 211.0191247 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 24 | 30 | 3.4% | |
| 22 | 27 | 3.0% | |
| 18 | 26 | 2.9% | |
| 28 | 25 | 2.8% | |
| 19 | 25 | 2.8% | |
| 30 | 25 | 2.8% | |
| 21 | 24 | 2.7% | |
| 25 | 23 | 2.6% | |
| 36 | 22 | 2.5% | |
| 29 | 20 | 2.2% | |
| 32 | 18 | 2.0% | |
| 26 | 18 | 2.0% | |
| 35 | 18 | 2.0% | |
| 27 | 18 | 2.0% | |
| 16 | 17 | 1.9% | |
| 31 | 17 | 1.9% | |
| 34 | 15 | 1.7% | |
| 23 | 15 | 1.7% | |
| 33 | 15 | 1.7% | |
| 20 | 15 | 1.7% | |
| 39 | 14 | 1.6% | |
| 17 | 13 | 1.5% | |
| 42 | 13 | 1.5% | |
| 40 | 13 | 1.5% | |
| 45 | 12 | 1.3% | |
| Other values (63) | 236 | 26.5% | |
| (Missing) | 177 | 19.9% |
| Value | Count | Frequency (%) | |
| 0.42 | 1 | 0.1% | |
| 0.67 | 1 | 0.1% | |
| 0.75 | 2 | 0.2% | |
| 0.83 | 2 | 0.2% | |
| 0.92 | 1 | 0.1% | |
| 1 | 7 | 0.8% | |
| 2 | 10 | 1.1% | |
| 3 | 6 | 0.7% | |
| 4 | 10 | 1.1% | |
| 5 | 4 | 0.4% |
| Value | Count | Frequency (%) | |
| 80 | 1 | 0.1% | |
| 74 | 1 | 0.1% | |
| 71 | 2 | 0.2% | |
| 70.5 | 1 | 0.1% | |
| 70 | 2 | 0.2% | |
| 66 | 1 | 0.1% | |
| 65 | 3 | 0.3% | |
| 64 | 2 | 0.2% | |
| 63 | 2 | 0.2% | |
| 62 | 4 | 0.4% |
| Distinct count | 89 |
|---|---|
| Unique (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.600639730639728 |
|---|---|
| Minimum | -1.0 |
| Maximum | 80.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 6 |
| median | 24 |
| Q3 | 35 |
| 95-th percentile | 54 |
| Maximum | 80 |
| Range | 81 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 17.86749639 |
|---|---|
| Coefficient of variation (CV) | 0.7570767823 |
| Kurtosis | -0.562398231 |
| Mean | 23.60063973 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.2225878406 |
| Sum | 21028.17 |
| Variance | 319.2474271 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1 | 177 | 19.9% | |
| 24 | 30 | 3.4% | |
| 22 | 27 | 3.0% | |
| 18 | 26 | 2.9% | |
| 28 | 25 | 2.8% | |
| 19 | 25 | 2.8% | |
| 30 | 25 | 2.8% | |
| 21 | 24 | 2.7% | |
| 25 | 23 | 2.6% | |
| 36 | 22 | 2.5% | |
| 29 | 20 | 2.2% | |
| 32 | 18 | 2.0% | |
| 26 | 18 | 2.0% | |
| 35 | 18 | 2.0% | |
| 27 | 18 | 2.0% | |
| 16 | 17 | 1.9% | |
| 31 | 17 | 1.9% | |
| 34 | 15 | 1.7% | |
| 23 | 15 | 1.7% | |
| 33 | 15 | 1.7% | |
| 20 | 15 | 1.7% | |
| 39 | 14 | 1.6% | |
| 17 | 13 | 1.5% | |
| 42 | 13 | 1.5% | |
| 40 | 13 | 1.5% | |
| Other values (64) | 248 | 27.8% |
| Value | Count | Frequency (%) | |
| -1 | 177 | 19.9% | |
| 0.42 | 1 | 0.1% | |
| 0.67 | 1 | 0.1% | |
| 0.75 | 2 | 0.2% | |
| 0.83 | 2 | 0.2% | |
| 0.92 | 1 | 0.1% | |
| 1 | 7 | 0.8% | |
| 2 | 10 | 1.1% | |
| 3 | 6 | 0.7% | |
| 4 | 10 | 1.1% |
| Value | Count | Frequency (%) | |
| 80 | 1 | 0.1% | |
| 74 | 1 | 0.1% | |
| 71 | 2 | 0.2% | |
| 70.5 | 1 | 0.1% | |
| 70 | 2 | 0.2% | |
| 66 | 1 | 0.1% | |
| 65 | 3 | 0.3% | |
| 64 | 2 | 0.2% | |
| 63 | 2 | 0.2% | |
| 62 | 4 | 0.4% |
| Distinct count | 90 |
|---|---|
| Unique (%) | 10.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.736034227171306 |
|---|---|
| Minimum | 0.42 |
| Maximum | 80.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 22 |
| median | 30 |
| Q3 | 35 |
| 95-th percentile | 54 |
| Maximum | 80 |
| Range | 79.58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 13.01489688 |
|---|---|
| Coefficient of variation (CV) | 0.4376809893 |
| Kurtosis | 0.945698785 |
| Mean | 29.73603423 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.4245857764 |
| Sum | 26494.8065 |
| Variance | 169.3875408 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 30.72664459 | 124 | 13.9% | |
| 27.91570881 | 53 | 5.9% | |
| 24 | 30 | 3.4% | |
| 22 | 27 | 3.0% | |
| 18 | 26 | 2.9% | |
| 28 | 25 | 2.8% | |
| 19 | 25 | 2.8% | |
| 30 | 25 | 2.8% | |
| 21 | 24 | 2.7% | |
| 25 | 23 | 2.6% | |
| 36 | 22 | 2.5% | |
| 29 | 20 | 2.2% | |
| 27 | 18 | 2.0% | |
| 35 | 18 | 2.0% | |
| 26 | 18 | 2.0% | |
| 32 | 18 | 2.0% | |
| 16 | 17 | 1.9% | |
| 31 | 17 | 1.9% | |
| 33 | 15 | 1.7% | |
| 20 | 15 | 1.7% | |
| 23 | 15 | 1.7% | |
| 34 | 15 | 1.7% | |
| 39 | 14 | 1.6% | |
| 40 | 13 | 1.5% | |
| 42 | 13 | 1.5% | |
| Other values (65) | 261 | 29.3% |
| Value | Count | Frequency (%) | |
| 0.42 | 1 | 0.1% | |
| 0.67 | 1 | 0.1% | |
| 0.75 | 2 | 0.2% | |
| 0.83 | 2 | 0.2% | |
| 0.92 | 1 | 0.1% | |
| 1 | 7 | 0.8% | |
| 2 | 10 | 1.1% | |
| 3 | 6 | 0.7% | |
| 4 | 10 | 1.1% | |
| 5 | 4 | 0.4% |
| Value | Count | Frequency (%) | |
| 80 | 1 | 0.1% | |
| 74 | 1 | 0.1% | |
| 71 | 2 | 0.2% | |
| 70.5 | 1 | 0.1% | |
| 70 | 2 | 0.2% | |
| 66 | 1 | 0.1% | |
| 65 | 3 | 0.3% | |
| 64 | 2 | 0.2% | |
| 63 | 2 | 0.2% | |
| 62 | 4 | 0.4% |
| Distinct count | 88 |
|---|---|
| Unique (%) | 12.3% |
| Missing | 177 |
| Missing (%) | 19.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -29.69911764705882 |
|---|---|
| Minimum | -80.0 |
| Maximum | -0.42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | -80 |
|---|---|
| 5-th percentile | -56 |
| Q1 | -38 |
| median | -28 |
| Q3 | -20.125 |
| 95-th percentile | -4 |
| Maximum | -0.42 |
| Range | 79.58 |
| Interquartile range (IQR) | 17.875 |
Descriptive statistics
| Standard deviation | 14.52649733 |
|---|---|
| Coefficient of variation (CV) | -0.4891221855 |
| Kurtosis | 0.1782741536 |
| Mean | -29.69911765 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -0.3891077823 |
| Sum | -21205.17 |
| Variance | 211.0191247 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -24 | 30 | 3.4% | |
| -22 | 27 | 3.0% | |
| -18 | 26 | 2.9% | |
| -28 | 25 | 2.8% | |
| -19 | 25 | 2.8% | |
| -30 | 25 | 2.8% | |
| -21 | 24 | 2.7% | |
| -25 | 23 | 2.6% | |
| -36 | 22 | 2.5% | |
| -29 | 20 | 2.2% | |
| -32 | 18 | 2.0% | |
| -26 | 18 | 2.0% | |
| -35 | 18 | 2.0% | |
| -27 | 18 | 2.0% | |
| -16 | 17 | 1.9% | |
| -31 | 17 | 1.9% | |
| -34 | 15 | 1.7% | |
| -23 | 15 | 1.7% | |
| -33 | 15 | 1.7% | |
| -20 | 15 | 1.7% | |
| -39 | 14 | 1.6% | |
| -17 | 13 | 1.5% | |
| -42 | 13 | 1.5% | |
| -40 | 13 | 1.5% | |
| -45 | 12 | 1.3% | |
| Other values (63) | 236 | 26.5% | |
| (Missing) | 177 | 19.9% |
| Value | Count | Frequency (%) | |
| -80 | 1 | 0.1% | |
| -74 | 1 | 0.1% | |
| -71 | 2 | 0.2% | |
| -70.5 | 1 | 0.1% | |
| -70 | 2 | 0.2% | |
| -66 | 1 | 0.1% | |
| -65 | 3 | 0.3% | |
| -64 | 2 | 0.2% | |
| -63 | 2 | 0.2% | |
| -62 | 4 | 0.4% |
| Value | Count | Frequency (%) | |
| -0.42 | 1 | 0.1% | |
| -0.67 | 1 | 0.1% | |
| -0.75 | 2 | 0.2% | |
| -0.83 | 2 | 0.2% | |
| -0.92 | 1 | 0.1% | |
| -1 | 7 | 0.8% | |
| -2 | 10 | 1.1% | |
| -3 | 6 | 0.7% | |
| -4 | 10 | 1.1% | |
| -5 | 4 | 0.4% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| PassengerId | Survived | Pclass | Name | Sex | Age | SibSp | Parch | Ticket | Fare | Cabin | Embarked | Relatives | AgeRange | AgeNotNull | AgeFillNa-1 | AgeFillNaSexMean | InverseAge | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 0 | 3 | Braund, Mr. Owen Harris | male | 22.0 | 1 | 0 | A/5 21171 | 7.2500 | NaN | S | 1 | adulto | 22.0 | 22.0 | 22.000000 | -22.0 |
| 1 | 2 | 1 | 1 | Cumings, Mrs. John Bradley (Florence Briggs Thayer) | female | 38.0 | 1 | 0 | PC 17599 | 71.2833 | C85 | C | 1 | adulto | 38.0 | 38.0 | 38.000000 | -38.0 |
| 2 | 3 | 1 | 3 | Heikkinen, Miss. Laina | female | 26.0 | 0 | 0 | STON/O2. 3101282 | 7.9250 | NaN | S | 0 | adulto | 26.0 | 26.0 | 26.000000 | -26.0 |
| 3 | 4 | 1 | 1 | Futrelle, Mrs. Jacques Heath (Lily May Peel) | female | 35.0 | 1 | 0 | 113803 | 53.1000 | C123 | S | 1 | adulto | 35.0 | 35.0 | 35.000000 | -35.0 |
| 4 | 5 | 0 | 3 | Allen, Mr. William Henry | male | 35.0 | 0 | 0 | 373450 | 8.0500 | NaN | S | 0 | adulto | 35.0 | 35.0 | 35.000000 | -35.0 |
| 5 | 6 | 0 | 3 | Moran, Mr. James | male | NaN | 0 | 0 | 330877 | 8.4583 | NaN | Q | 0 | nada | NaN | -1.0 | 30.726645 | NaN |
| 6 | 7 | 0 | 1 | McCarthy, Mr. Timothy J | male | 54.0 | 0 | 0 | 17463 | 51.8625 | E46 | S | 0 | adulto | 54.0 | 54.0 | 54.000000 | -54.0 |
| 7 | 8 | 0 | 3 | Palsson, Master. Gosta Leonard | male | 2.0 | 3 | 1 | 349909 | 21.0750 | NaN | S | 4 | criança | 2.0 | 2.0 | 2.000000 | -2.0 |
| 8 | 9 | 1 | 3 | Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) | female | 27.0 | 0 | 2 | 347742 | 11.1333 | NaN | S | 2 | adulto | 27.0 | 27.0 | 27.000000 | -27.0 |
| 9 | 10 | 1 | 2 | Nasser, Mrs. Nicholas (Adele Achem) | female | 14.0 | 1 | 0 | 237736 | 30.0708 | NaN | C | 1 | adolescente | 14.0 | 14.0 | 14.000000 | -14.0 |
Last rows
| PassengerId | Survived | Pclass | Name | Sex | Age | SibSp | Parch | Ticket | Fare | Cabin | Embarked | Relatives | AgeRange | AgeNotNull | AgeFillNa-1 | AgeFillNaSexMean | InverseAge | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 881 | 882 | 0 | 3 | Markun, Mr. Johann | male | 33.0 | 0 | 0 | 349257 | 7.8958 | NaN | S | 0 | adulto | 33.0 | 33.0 | 33.000000 | -33.0 |
| 882 | 883 | 0 | 3 | Dahlberg, Miss. Gerda Ulrika | female | 22.0 | 0 | 0 | 7552 | 10.5167 | NaN | S | 0 | adulto | 22.0 | 22.0 | 22.000000 | -22.0 |
| 883 | 884 | 0 | 2 | Banfield, Mr. Frederick James | male | 28.0 | 0 | 0 | C.A./SOTON 34068 | 10.5000 | NaN | S | 0 | adulto | 28.0 | 28.0 | 28.000000 | -28.0 |
| 884 | 885 | 0 | 3 | Sutehall, Mr. Henry Jr | male | 25.0 | 0 | 0 | SOTON/OQ 392076 | 7.0500 | NaN | S | 0 | adulto | 25.0 | 25.0 | 25.000000 | -25.0 |
| 885 | 886 | 0 | 3 | Rice, Mrs. William (Margaret Norton) | female | 39.0 | 0 | 5 | 382652 | 29.1250 | NaN | Q | 5 | adulto | 39.0 | 39.0 | 39.000000 | -39.0 |
| 886 | 887 | 0 | 2 | Montvila, Rev. Juozas | male | 27.0 | 0 | 0 | 211536 | 13.0000 | NaN | S | 0 | adulto | 27.0 | 27.0 | 27.000000 | -27.0 |
| 887 | 888 | 1 | 1 | Graham, Miss. Margaret Edith | female | 19.0 | 0 | 0 | 112053 | 30.0000 | B42 | S | 0 | adulto | 19.0 | 19.0 | 19.000000 | -19.0 |
| 888 | 889 | 0 | 3 | Johnston, Miss. Catherine Helen "Carrie" | female | NaN | 1 | 2 | W./C. 6607 | 23.4500 | NaN | S | 3 | nada | NaN | -1.0 | 27.915709 | NaN |
| 889 | 890 | 1 | 1 | Behr, Mr. Karl Howell | male | 26.0 | 0 | 0 | 111369 | 30.0000 | C148 | C | 0 | adulto | 26.0 | 26.0 | 26.000000 | -26.0 |
| 890 | 891 | 0 | 3 | Dooley, Mr. Patrick | male | 32.0 | 0 | 0 | 370376 | 7.7500 | NaN | Q | 0 | adulto | 32.0 | 32.0 | 32.000000 | -32.0 |